From fcb15f14e5d7ab34db33ff381f9b88b2891697c9 Mon Sep 17 00:00:00 2001 From: "m.scherg" Date: Tue, 3 Jun 2025 22:52:59 +0200 Subject: [PATCH] First draft of PCA --- pca.ipynb | 323 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 323 insertions(+) create mode 100644 pca.ipynb diff --git a/pca.ipynb b/pca.ipynb new file mode 100644 index 0000000..f1bb424 --- /dev/null +++ b/pca.ipynb @@ -0,0 +1,323 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2025-06-03T20:48:27.798054Z", + "start_time": "2025-06-03T20:48:27.796299Z" + } + }, + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "outputs": [], + "execution_count": 26 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-03T20:48:27.817610Z", + "start_time": "2025-06-03T20:48:27.815121Z" + } + }, + "cell_type": "code", + "source": [ + "# Step 1: Generate circular point cloud\n", + "np.random.seed(0)\n", + "n_points = 1000\n", + "angles = np.random.uniform(0, 2 * np.pi, n_points)\n", + "radii = np.sqrt(np.random.uniform(0, 1, n_points)) # √ fixes density\n", + "x = radii * np.cos(angles)\n", + "y = radii * np.sin(angles)\n", + "\n", + "points = np.vstack([x, y])\n", + "\n", + "# Step 2: Stretch y-axis\n", + "stretch_matrix = np.array([\n", + " [1, 0],\n", + " [0, 0.25]\n", + "])\n", + "points_stretched = stretch_matrix @ points\n", + "\n", + "# Step 3: Rotate by 30 degrees\n", + "theta = np.radians(30)\n", + "rotation_matrix = np.array([\n", + " [np.cos(theta), -np.sin(theta)],\n", + " [np.sin(theta), np.cos(theta)]\n", + "])\n", + "points_rotated = rotation_matrix @ points_stretched\n", + "\n", + "# Step 4: Translate to center at (3, 2)\n", + "translation = np.array([[3], [2]])\n", + "points_translated = points_rotated + translation\n", + "\n", + "\n" + ], + "id": "3fe8ef2247b20670", + "outputs": [], + "execution_count": 27 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-03T20:48:28.094068Z", + "start_time": "2025-06-03T20:48:27.856417Z" + } + }, + "cell_type": "code", + "source": [ + "# Plotting\n", + "plt.figure(figsize=(12, 10))\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "plt.scatter(*points, s=10, alpha=0.5)\n", + "plt.title(\"Original Circular Cloud\")\n", + "plt.axis(\"equal\")\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.scatter(*points_stretched, s=10, alpha=0.5)\n", + "plt.title(\"After Y-axis Stretch\")\n", + "plt.axis(\"equal\")\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "plt.scatter(*points_rotated, s=10, alpha=0.5)\n", + "plt.title(\"After Rotation\")\n", + "plt.axis(\"equal\")\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "plt.scatter(*points_translated, s=10, alpha=0.5)\n", + "plt.title(\"After Translation (Final Data)\")\n", + "plt.axis(\"equal\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "id": "e06354fac0d46215", + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 28 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-03T20:48:28.265389Z", + "start_time": "2025-06-03T20:48:28.109546Z" + } + }, + "cell_type": "code", + "source": [ + "# Make sure 'points_translated' is defined from previous transformations\n", + "# points_translated: shape (2, N) → we want each row to be a point\n", + "data = points_translated.T # shape: (N, 2), each row is a point\n", + "\n", + "# Step 1: Center the data\n", + "mean = data.mean(axis=0)\n", + "centered_data = data - mean\n", + "\n", + "# Step 2: Perform PCA via SVD\n", + "U, S, VT = np.linalg.svd(centered_data, full_matrices=False)\n", + "principal_axes = VT.T # shape: (2, 2)\n", + "\n", + "# Step 3: Project data into PCA space\n", + "projected = centered_data @ principal_axes # shape: (N, 2)\n", + "\n", + "# Step 4: Plotting\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# === Left: Original space with PCA axes ===\n", + "axes[0].scatter(data[:, 0], data[:, 1], s=10, alpha=0.5)\n", + "origin = mean\n", + "\n", + "# Draw PCA axes (scaled for visualization)\n", + "scale = 2 / np.sqrt(len(data))\n", + "for i in range(2):\n", + " vec = principal_axes[:, i] * S[i] * scale\n", + " axes[0].plot(\n", + " [origin[0], origin[0] + vec[0]],\n", + " [origin[1], origin[1] + vec[1]],\n", + " linewidth=3,\n", + " label=f\"PC{i+1}\"\n", + " )\n", + "\n", + "axes[0].set_title(\"Original Space + PCA Axes\")\n", + "axes[0].axis(\"equal\")\n", + "axes[0].legend()\n", + "axes[0].grid(True)\n", + "\n", + "# === Right: PCA-transformed data ===\n", + "axes[1].scatter(projected[:, 0], projected[:, 1], s=10, alpha=0.5)\n", + "\n", + "# Draw axes in PCA space (aligned with x and y axes)\n", + "for i in range(2):\n", + " vec = np.zeros(2)\n", + " vec[i] = S[i] * scale\n", + " axes[1].plot(\n", + " [0, vec[0]],\n", + " [0, vec[1]],\n", + " linewidth=3,\n", + " label=f\"PC{i+1}\"\n", + " )\n", + "\n", + "axes[1].set_title(\"PCA Space (Projected Data)\")\n", + "axes[1].axis(\"equal\")\n", + "axes[1].legend()\n", + "axes[1].grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ], + "id": "1b92e6afc4126bac", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 29 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-03T20:50:17.590388Z", + "start_time": "2025-06-03T20:50:17.587271Z" + } + }, + "cell_type": "code", + "source": [ + "# Total variance from SVD\n", + "explained_variance = (S ** 2) / (len(data) - 1)\n", + "total_variance = explained_variance.sum()\n", + "explained_variance_ratio = explained_variance / total_variance\n", + "\n", + "# Cumulative explained variance\n", + "cumulative_variance = np.cumsum(explained_variance_ratio)\n", + "\n", + "# Print results\n", + "for i, (evr, cum) in enumerate(zip(explained_variance_ratio, cumulative_variance), 1):\n", + " print(f\"PC{i}: {evr:.4f} ({cum:.2%} cumulative)\")\n" + ], + "id": "edabc29ecf60094f", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PC1: 0.9408 (94.08% cumulative)\n", + "PC2: 0.0592 (100.00% cumulative)\n" + ] + } + ], + "execution_count": 30 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-03T20:50:44.370370Z", + "start_time": "2025-06-03T20:50:44.368217Z" + } + }, + "cell_type": "code", + "source": [ + "# Determine number of components needed\n", + "n_components = np.argmax(cumulative_variance >= 0.9) + 1\n", + "print(f\"Keep {n_components} components to retain ≥90% variance.\")\n", + "\n", + "# Reduce\n", + "reduced = projected[:, :n_components] # (N, n_components)\n" + ], + "id": "cce2095239736fc4", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Keep 1 components to retain ≥90% variance.\n" + ] + } + ], + "execution_count": 31 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-03T20:52:18.643457Z", + "start_time": "2025-06-03T20:52:18.601629Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 2))\n", + "plt.scatter(reduced[:, 0], np.zeros_like(reduced[:, 0]), alpha=0.5, s=10)\n", + "plt.title(\"Data Projected onto PC1 (1D Reduction)\")\n", + "plt.xlabel(\"PC1 Value\")\n", + "plt.yticks([])\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "id": "d1bcf428dc35875e", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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